{
 "cells": [
  {
   "cell_type": "raw",
   "metadata": {
    "raw_mimetype": "text/restructuredtext"
   },
   "source": [
    ".. _nb_moead:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## MOEA/D\n",
    "\n",
    "\n",
    "This algorithm is implemented based on <cite data-cite=\"moead\"></cite>. The algorithm is based on [Reference Directions](../misc/reference_directions.ipynb) which need to be provided when initializing the algorithm object."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "code": "algorithms/usage_moead.py"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<pymoo.visualization.scatter.Scatter at 0x7f977916b790>"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 340,
       "width": 460
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from pymoo.algorithms.moead import MOEAD\n",
    "from pymoo.factory import get_problem, get_visualization, get_reference_directions\n",
    "from pymoo.optimize import minimize\n",
    "\n",
    "problem = get_problem(\"dtlz2\")\n",
    "\n",
    "algorithm = MOEAD(\n",
    "    get_reference_directions(\"das-dennis\", 3, n_partitions=12),\n",
    "    n_neighbors=15,\n",
    "    decomposition=\"pbi\",\n",
    "    prob_neighbor_mating=0.7,\n",
    "    seed=1\n",
    ")\n",
    "\n",
    "res = minimize(problem, algorithm, termination=('n_gen', 200))\n",
    "\n",
    "get_visualization(\"scatter\").add(res.F).show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### API"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {
    "raw_mimetype": "text/restructuredtext"
   },
   "source": [
    ".. autoclass:: pymoo.algorithms.moead.MOEAD\n",
    "    :noindex:"
   ]
  }
 ],
 "metadata": {
  "celltoolbar": "Raw Cell Format",
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
